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This package aims to provide the functions for communicating with
Amazon Web Services(AWS) Elastic Container Service(ECS) using AWS REST
APIs. The ECS functions start with the prefix ecs_
and EC2
functions start with ec2_
. The general-purpose functions
have the prefix aws_
.
Since there are above 400 EC2 APIs, it is not possible for the unit test to cover all use cases. If you see any problems when using the package, please consider to submit the issue to GitHub issue.
Credentials must be provided for using the package. The package uses
access key id
and secret access key
to
authenticate with AWS. See AWS
user guide for the information about how to obtain them from AWS
console. The credentials can be set via
aws_set_credentials()
.
aws_set_credentials()
#> $access_key_id
#> [1] "AK**************OYX3"
#>
#> $secret_access_key
#> [1] "mL**********************************XGGH"
#>
#> $region
#> [1] "ap-southeast-1"
The function aws_set_credentials
sets both the
credentials and the region of the AWS service. You can either explicitly
provide them by the function arguments or rely on the locator to
automatically find your credentials. There are many ways to locate the
credentials but the most important methods are as follow(sorted by the
search order):
environment variables AWS_ACCESS_KEY_ID
,
AWS_SECRET_ACCESS_KEY
, AWS_DEFAULT_REGION
, and
AWS_SESSION_TOKEN
a profile in a global credentials dot file in a location set by
AWS_SHARED_CREDENTIALS_FILE
or defaulting typically to
"~/.aws/credentials"
(or another OS-specific location),
using the profile specified by AWS_PROFILE
Users can find the details on how the credentials are located from
?aws.signature::locate_credentials
. A list of AWS regions
can be found by calling the function aws_list_regions
.
aws_list_regions()
#> [1] "us-east-1" "us-east-2" "us-west-1" "us-west-2" "us-gov-west-1"
#> [6] "us-gov-east-1" "ca-central-1" "eu-north-1" "eu-west-1" "eu-west-2"
#> [11] "eu-west-3" "eu-central-1" "eu-south-1" "af-south-1" "ap-northeast-1"
#> [16] "ap-northeast-2" "ap-northeast-3" "ap-southeast-1" "ap-southeast-2" "ap-east-1"
#> [21] "ap-south-1" "sa-east-1" "me-south-1"
Calling the EC2 or ECS function is simple, for example, you can list all ECS clusters via
ecs_list_clusters()
#> REST request failed with the message:
#> Timeout was reached: [ecs.ap-southeast-1.amazonaws.com] Send failure: Connection was aborted
#> [1] "arn:aws:ecs:ap-southeast-1:020007817719:cluster/R-worker-cluster"
#> [2] "arn:aws:ecs:ap-southeast-1:020007817719:cluster/test"
The original EC2 and ECS APIs accept the request parameter via the
query parameter or header and return the result by JSON or XML text in
the REST request. The package provides a unified way to call both APIs.
The request parameters can be given by the function arguments and the
result is returned in a list format. If possible, the package will try
to simplify the result and return a simple character vector. It will
also handle the nextToken
parameter in the REST APIs and
collect the full result in a single function call. This default behavior
can be turned off by providing the parameter
simplefy = FALSE
.
Each EC2 or ECS API has its own document. For example, you can find
the help page of ecs_list_clusters
via
?ecs_list_clusters
. The full description of the APIs can be
found at AWS
Documentation.
While the AWS Documentation is very helpful in finding the API use
cases. There are some inconsistencies between the AWS Documentation and
the package functions. To be more specific, the array type parameter
will get a special treatment in this package. For example, here is an
example for DescribeVpcs
from the AWS
Documentation which describes the specified VPCs
https://ec2.amazonaws.com/?Action=DescribeVpcs
&VpcId.1=vpc-081ec835f3EXAMPLE
&vpcId.2=vpc-0ee975135dEXAMPLE
&VpcId.3=vpc-06e4ab6c6cEXAMPLE
The VpcId
is so-called array object in the AWS
Documentation. The package uses a vector or a list to represent the
array object. The dot .
in the array can be explained as
[[
and anything followed by the dot can be explained as the
index. Therefore, the corresponding R expression for VpcId
is
## VpcId can also be a character vector
<- list()
VpcId 1]] <- "vpc-081ec835f3EXAMPLE"
VpcId[[2]] <- "vpc-0ee975135dEXAMPLE"
VpcId[[3]] <- "vpc-06e4ab6c6cEXAMPLE"
VpcId[[
VpcId#> [[1]]
#> [1] "vpc-081ec835f3EXAMPLE"
#>
#> [[2]]
#> [1] "vpc-0ee975135dEXAMPLE"
#>
#> [[3]]
#> [1] "vpc-06e4ab6c6cEXAMPLE"
and the same request in R can be made by
ec2_describe_vpcs(VpcId = VpcId)
Internally, VpcId
will be converted to an array object
using the function list_to_array
, e.g.
## The first argument is the parameter prefix
## The second argument should be a (named) vector or list
list_to_array("VpcId", VpcId)
#> $VpcId.1
#> [1] "vpc-081ec835f3EXAMPLE"
#>
#> $VpcId.2
#> [1] "vpc-0ee975135dEXAMPLE"
#>
#> $VpcId.3
#> [1] "vpc-06e4ab6c6cEXAMPLE"
Just like list can be nested, the array object can be nested as well.
For example, if we have a tags
array like
tags.1.name = name-example
tags.1.value.1 = value-example1
tags.1.value.2 = value-example2
Using the array rule we mentioned above, the corresponding R expression is
<- list()
tags 1]] <- list()
tags[[1]][["name"]] <- "name-example"
tags[[1]][["value"]] <- list()
tags[[1]][["value"]][[1]] <- "value-example1"
tags[[1]][["value"]][[2]] <- "value-example2"
tags[[
tags#> [[1]]
#> [[1]]$name
#> [1] "name-example"
#>
#> [[1]]$value
#> [[1]]$value[[1]]
#> [1] "value-example1"
#>
#> [[1]]$value[[2]]
#> [1] "value-example2"
We can verify the request parameter using
list_to_array
list_to_array("tags", tags)
#> $tags.1.name
#> [1] "name-example"
#>
#> $tags.1.value.1
#> [1] "value-example1"
#>
#> $tags.1.value.2
#> [1] "value-example2"
A even more aggressive change can be found on the Filter
parameter. Here is an example of describing VPCs which satisfy some
specific conditions from the AWS
Documentation
https://ec2.amazonaws.com/?Action=DescribeVpcs
&Filter.1.Name=dhcp-options-id
&Filter.1.Value.1=dopt-7a8b9c2d
&Filter.1.Value.2=dopt-2b2a3d3c
&Filter.2.Name=state
&Filter.2.Value.1=available
The Filter
parameter is, of course, an array object in
AWS documentation. However, it is clearly redundant to specify the
filter’s name and value separately. Therefore, the package allows users
to provide the filter as a named list. The same request in R can be
given by
ec2_describe_vpcs(
Filter = list(
`dhcp-options-id` = c("dopt-7a8b9c2d", "dopt-2b2a3d3c"),
state="available"
)
)
The Filter
parameter will be converted into a list
object which meets the AWS filter requirement. If you are unsure about
whether you has specified the correct filter, you can check the
converted filter values via
<- list(
filter `dhcp-options-id` = c("dopt-7a8b9c2d", "dopt-2b2a3d3c"),
state="available"
)list_to_filter(filter)
#> $Filter.1.Name
#> [1] "dhcp-options-id"
#>
#> $Filter.1.Value.1
#> [1] "dopt-7a8b9c2d"
#>
#> $Filter.1.Value.2
#> [1] "dopt-2b2a3d3c"
#>
#> $Filter.2.Name
#> [1] "state"
#>
#> $Filter.2.Value.1
#> [1] "available"
The AWS ECS API uses JSON format to assemble the request parameter.
Therefore, the ECS functions will call rjson::toJSON
to
convert the request parameters into JSON objects. If you are not sure if
you use the parameter correctly, you can manually run
rjson::toJSON
and compare the result with the example
provided in AWS documentation. For example, the request syntax for the
tags
parameter in CreateCluster
API is
"tags": [
{
"key": "string",
"value": "string"
}
]
The corresponding R format should be
<- list(
tags c(key = "key", value = "value")
)
You can verify it by
cat(rjson::toJSON(tags, indent = 1))
#> [
#> {
#> "key":"key",
#> "value":"value"
#> }
#> ]
The package handles the network issue via the parameter
retry_time
, print_on_error
and
network_timeout
.
aws_get_retry_time()
#> [1] 5
aws_get_print_on_error()
#> [1] TRUE
aws_get_network_timeout()
#> [1] 2
retry_time
determines the number of time the function
will retry when network error occurs before throwing an error. If
print_on_error
is set to False
, no message
will be given when the network error has occurred and the package will
silently resend the REST request. network_timeout
decides
how long the function will wait before it fails. They can be changed via
the corresponding setters(e.g. aws_set_retry_time
). You can
also temporary alter the setting by providing the package setting as a
parameter in the EC2 or ECS function.
Not all AWS APIs are idempotent, especially for the functions that
need to allocate resources on AWS(e.g. ecs_start_task
). If
you plan to use the AWS function in your package, special handle for the
network issue is required for the non-idempotent API to avoid a double
allocation.
sessionInfo()
#> R version 4.0.4 (2021-02-15)
#> Platform: x86_64-w64-mingw32/x64 (64-bit)
#> Running under: Windows 10 x64 (build 19042)
#>
#> Matrix products: default
#>
#> locale:
#> [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252
#> [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C
#> [5] LC_TIME=English_United States.1252
#>
#> attached base packages:
#> [1] stats graphics grDevices utils datasets methods base
#>
#> other attached packages:
#> [1] aws.ecx_1.0.4
#>
#> loaded via a namespace (and not attached):
#> [1] tidyselect_1.1.0 xfun_0.19 remotes_2.2.0 purrr_0.3.4
#> [5] generics_0.1.0 vctrs_0.3.4 colorspace_2.0-0 testthat_3.0.2
#> [9] usethis_1.6.3 htmltools_0.5.0 stats4_4.0.4 yaml_2.2.1
#> [13] base64enc_0.1-3 rlang_0.4.10 pkgbuild_1.1.0 pillar_1.4.6
#> [17] rapiclient_0.1.3 glue_1.4.2 withr_2.3.0 BiocGenerics_0.36.0
#> [21] RColorBrewer_1.1-2 sessioninfo_1.1.1 rvcheck_0.1.8 lifecycle_0.2.0
#> [25] stringr_1.4.0 dlstats_0.1.3 munsell_0.5.0 commonmark_1.7
#> [29] gtable_0.3.0 devtools_2.3.2 memoise_1.1.0 evaluate_0.14
#> [33] knitr_1.31 callr_3.5.1 ps_1.4.0 curl_4.3
#> [37] parallel_4.0.4 Rcpp_1.0.5 BiocManager_1.30.10 scales_1.1.1
#> [41] formatR_1.8 S4Vectors_0.28.0 desc_1.2.0 pkgload_1.1.0
#> [45] jsonlite_1.7.2 fs_1.5.0 rjson_0.2.20 ggplot2_3.3.2
#> [49] digest_0.6.27 stringi_1.5.3 dplyr_1.0.2 processx_3.4.4
#> [53] rprojroot_2.0.2 grid_4.0.4 cli_2.3.1 tools_4.0.4
#> [57] magrittr_1.5 tibble_3.0.4 pkgconfig_2.0.3 crayon_1.3.4
#> [61] aws.signature_0.6.0 whisker_0.4 ellipsis_0.3.1 xml2_1.3.2
#> [65] prettyunits_1.1.1 assertthat_0.2.1 rmarkdown_2.7 httr_1.4.2
#> [69] roxygen2_7.1.1 rstudioapi_0.13 badger_0.0.9 R6_2.5.0
#> [73] compiler_4.0.4
Convert parameter type if it does not meet the AWS type requirement. Done
add link to the function documentation
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.